{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Deep Learning Models -- A collection of various deep learning architectures, models, and tips for TensorFlow and PyTorch in Jupyter Notebooks.\n",
    "- Author: Sebastian Raschka\n",
    "- GitHub Repository: https://github.com/rasbt/deeplearning-models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sebastian Raschka \n",
      "\n",
      "CPython 3.7.3\n",
      "IPython 7.9.0\n",
      "\n",
      "torch 1.4.0\n"
     ]
    }
   ],
   "source": [
    "%load_ext watermark\n",
    "%watermark -a 'Sebastian Raschka' -v -p torch"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Runs on CPU or GPU (if available)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Vanilla Loss Gradient (wrt Inputs) Visualization \n",
    "\n",
    "## (Based on a VGG16 Convolutional Neural Network for Kaggle's Cats and Dogs Images)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Vizualization of the loss gradients with respect to the inputs (images) as a naive way to visualize CNN predictions. I.e.,\n",
    "\n",
    "$$\\nabla L(\\mathbf{x})=  \\left[\\begin{array}{c}\n",
    "\\frac{\\partial L}{\\partial x_1} \\\\\n",
    "\\frac{\\partial L}{\\partial x_2} \\\\\n",
    "\\vdots\n",
    "\\end{array}\\right]$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Please note that this notebook is to be run after [./_cnn-basemodel__vgg16-cats-dogs.ipynb](_cnn-basemodel__vgg16-cats-dogs.ipynb), which trains the VGG16 model on thh cats and dogs dataset."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import time\n",
    "import os\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "import torch\n",
    "import torch.nn.functional as F\n",
    "import torch.nn as nn\n",
    "\n",
    "from torchvision import transforms\n",
    "\n",
    "from PIL import Image\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "if torch.cuda.is_available():\n",
    "    torch.backends.cudnn.deterministic = True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "##########################\n",
    "### SETTINGS\n",
    "##########################\n",
    "\n",
    "# Device\n",
    "DEVICE = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
    "\n",
    "# Hyperparameters\n",
    "RANDOM_SEED = 1\n",
    "BATCH_SIZE = 128\n",
    "\n",
    "# Architecture\n",
    "NUM_CLASSES = 2\n",
    "\n",
    "# Image normalization parameters from _cnn-basemodel__vgg16-cats-dogs.ipynb\n",
    "train_mean = [0.4875, 0.4544, 0.4164]\n",
    "train_std = [0.2521, 0.2453, 0.2481]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cats vs Dogs Dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Please see [_cnn-basemodel__vgg16-cats-dogs.ipynb](_cnn-basemodel__vgg16-cats-dogs.ipynb) for instructions with regard to downloading this dataset and more details."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(331, 464, 3)\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = Image.open(os.path.join('dogs-vs-cats','train', 'cat.59.jpg'))\n",
    "print(np.asarray(img, dtype=np.uint8).shape)\n",
    "plt.imshow(img);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from datautils import CatsDogsDataset\n",
    "from datautils import create_cats_and_dogs_dataloaders\n",
    "\n",
    "\n",
    "data_transforms = {\n",
    "    'train': transforms.Compose([\n",
    "        transforms.RandomRotation(5),\n",
    "        transforms.RandomHorizontalFlip(),\n",
    "        transforms.RandomResizedCrop(64, scale=(0.96, 1.0), ratio=(0.95, 1.05)),\n",
    "        transforms.ToTensor(),\n",
    "        transforms.Normalize(train_mean, train_std)\n",
    "    ]),\n",
    "    'valid': transforms.Compose([\n",
    "        transforms.Resize([64, 64]),\n",
    "        transforms.ToTensor(),\n",
    "        transforms.Normalize(train_mean, train_std)\n",
    "    ]),\n",
    "}\n",
    "\n",
    "\n",
    "train_loader, valid_loader, test_loader = create_cats_and_dogs_dataloaders(\n",
    "    batch_size=BATCH_SIZE,\n",
    "    data_transforms=data_transforms,\n",
    "    train_path=os.path.join('dogs-vs-cats', 'train'), \n",
    "    valid_path=os.path.join('dogs-vs-cats', 'valid'), \n",
    "    test_path=os.path.join('dogs-vs-cats', 'test')\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from vgg16 import VGG16"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<All keys matched successfully>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.manual_seed(RANDOM_SEED)\n",
    "model = VGG16(num_classes=NUM_CLASSES)\n",
    "model = model.to(DEVICE)\n",
    "\n",
    "model.load_state_dict(torch.load('vgg16-cats-dogs.state_dict'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Gradient Visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Preprocessing Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "from datautils import UnNormalize\n",
    "\n",
    "\n",
    "unorm = UnNormalize(mean=train_mean, std=train_std)\n",
    "\n",
    "\n",
    "def preprocess_image(image_path, transform_func, unnormalize_func):\n",
    "    \n",
    "    pil_img = Image.open(image_path)\n",
    "    img_tensor = transform_func(pil_img)\n",
    "    unnormed_img_tensor = unnormalize_func(img_tensor)\n",
    "    \n",
    "    return pil_img, img_tensor, unnormed_img_tensor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_viz(image_tensor, label, model, device=DEVICE):\n",
    "    \"\"\"Computes loss gradient wrt inputs\"\"\"\n",
    "\n",
    "    image_tensor = image_tensor.to(device)\n",
    "    label = torch.tensor(label).to(device)\n",
    "    # convert CHW tensor to NCHW tensor\n",
    "    # note that N=1\n",
    "    image_tensor = image_tensor.unsqueeze(0)\n",
    "\n",
    "    ### Save input gradient\n",
    "    image_tensor.requires_grad = True\n",
    "\n",
    "    ### FORWARD AND BACK PROP\n",
    "    logits, probas = model(image_tensor)\n",
    "    cost = F.cross_entropy(logits, label)\n",
    "    model.zero_grad()\n",
    "    cost.backward()\n",
    "    \n",
    "    # get CHW tensor from NCHW tensor\n",
    "    # note that N=1\n",
    "    gradients = image_tensor.grad[0]\n",
    "    return gradients"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Simple Hook class that records the input and output of a layer during forward/backward pass\n",
    "\n",
    "class VanillaBackprop():\n",
    "    def __init__(self, model, device):\n",
    "        self.model = model\n",
    "        self.device = device\n",
    "\n",
    "    def run(self, image_tensor, label):\n",
    "        image_tensor = image_tensor.to(self.device)\n",
    "        label = torch.tensor([label]).to(self.device)\n",
    "        # convert CHW tensor to NCHW tensor\n",
    "        # note that N=1\n",
    "        image_tensor = image_tensor.unsqueeze(0)\n",
    "        image_tensor.requires_grad = True\n",
    "\n",
    "        ### FORWARD AND BACK PROP\n",
    "        logits, probas = self.model(image_tensor)\n",
    "        cost = F.cross_entropy(logits, label)\n",
    "        self.model.zero_grad()\n",
    "        cost.backward() # computes gradients via hook\n",
    "\n",
    "        return image_tensor.grad[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "vanillabackprop = VanillaBackprop(model, DEVICE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from datautils import convert_rgb_to_grayscale\n",
    "\n",
    "\n",
    "model.eval()\n",
    "        \n",
    "    \n",
    "for img_path, lab in zip(['cat.11252.jpg', 'dog.12018.jpg', 'cat.11267.jpg', 'dog.12077.jpg'], \n",
    "                         [0, 1, 0, 1]):\n",
    "        \n",
    "    pil_img, img_tensor, unnormed_img_tensor = preprocess_image(\n",
    "        os.path.join('./dogs-vs-cats/test/', img_path), \n",
    "        data_transforms['valid'], \n",
    "        unorm\n",
    "    )\n",
    "\n",
    "    gradient = vanillabackprop.run(image_tensor=img_tensor, label=lab)\n",
    "    \n",
    "    # convert gradient to grayscale\n",
    "    gradient = gradient - gradient.min()\n",
    "    gradient /= gradient.max()\n",
    "    gray_gradient = convert_rgb_to_grayscale(gradient.cpu().numpy())\n",
    "    \n",
    "    # visualize results\n",
    "    fig, ax = plt.subplots(1, 2, figsize=(5, 10))\n",
    "\n",
    "    # plot original\n",
    "    ax[0].imshow(np.transpose(unnormed_img_tensor.cpu().numpy(), (1, 2, 0)))\n",
    "    ax[0].axis('off')\n",
    "\n",
    "    # plot gradient\n",
    "    ax[1].imshow(np.transpose(gray_gradient, (1, 2, 0))[:, :, 0], cmap='gray')\n",
    "    ax[1].axis('off')\n",
    "\n",
    "    plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  },
  "toc": {
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
